Extreme rainfall increases with temperature and this is predicted to continue in a future warmer climate. Whilst a downturn in rainfall scaling is observed at high temperatures in the present day, this does not imply an upper limit on rainfall extremes in the future. Theoretical models predict that, in the absence of moisture limitation, extreme precipitation intensity could exponentially increase with temperatures at a rate determined by the Clausius–Clapeyron (C–C) relationship1,2. Climate models project a continuous increase of precipitation extremes for the twenty-first century over most of the globe3,4,5. However, some station observations suggest a negative scaling of extreme precipitation with very high temperatures6,7,8,9, raising doubts about future increase of precipitation extremes. Here we show for the present-day climate over most of the globe, the curve relating daily precipitation extremes with local temperatures has a peak structure, increasing as expected at the low–medium range of temperature variations but decreasing at high temperatures. However, this peak-shaped relationship does not imply a potential upper limit for future precipitation extremes. Climate models project both the peak of extreme precipitation and the temperature at which it peaks (Tpeak) will increase with warming; the two increases generally conform to the C–C scaling rate in mid- and high-latitudes, and to a super C–C scaling in most of the tropics. Because projected increases of local mean temperature (Tmean) far exceed projected increases of Tpeak over land, the conventional approach of relating extreme precipitation to Tmean produces a misleading sub-C–C scaling rate.
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